{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/victor/.local/lib/python3.6/site-packages/psycopg2/__init__.py:144: UserWarning: The psycopg2 wheel package will be renamed from release 2.8; in order to keep installing from binary please use \"pip install psycopg2-binary\" instead. For details see: <http://initd.org/psycopg/docs/install.html#binary-install-from-pypi>.\n",
      "  \"\"\")\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math\n",
    "import json\n",
    "from scipy import stats\n",
    "import psycopg2 as psql\n",
    "from psycopg2.extras import RealDictCursor\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "try:\n",
    "    conn = psql.connect(\"dbname='thesisdata' user='postgres' host='localhost' password='postgres'\")\n",
    "except Exception as e:\n",
    "    print(\"Unable to connect to the database.\")\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "cnt = 0\n",
    "\n",
    "cur_read = conn.cursor(cursor_factory=RealDictCursor)\n",
    "cur_read.execute(\"SELECT * FROM public.ctfm_conflicts limit 500 offset 1000;\")\n",
    "batch = cur_read.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['td', 'altd', 'dstd', 'hdgd', 'flight_id_1', 'ts_1', 'lat_1', 'lon_1', 'alt_1', 'spd_1', 'hdg_1', 'roc_1', 'flight_id_2', 'ts_2', 'lat_2', 'lon_2', 'alt_2', 'spd_2', 'hdg_2', 'roc_2', 'callsign_1', 'ep_seg_b_1', 'lat_seg_b_1', 'lon_seg_b_1', 'lat_seg_e_1', 'lon_seg_e_1', 'data_type_1', 'fl_seg_b_1', 'fl_seg_e_1', 'seq_1', 'callsign_2', 'ep_seg_b_2', 'lat_seg_b_2', 'lon_seg_b_2', 'lat_seg_e_2', 'lon_seg_e_2', 'data_type_2', 'fl_seg_b_2', 'fl_seg_e_2', 'seq_2'])\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'ts'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-3-976735274517>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mb\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0;32mif\u001b[0m \u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m240\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiff\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'ts'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m         \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lat'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'lon'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'ts'"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "\n",
    "for b in batch[:1]:\n",
    "    print(b.keys())\n",
    "    if any(int(t) > 240 for t in np.diff(b['ts'])):\n",
    "        plt.scatter(b['lat'],b['lon'], s=2)\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rAQAAAFzPxbNnsrmxntWTp3L0+Illj7NvLWTH0RjjniRvT/Ls9u8rST6W5OfnnHcl+f0kH1rEtQAAAABezubGei48fTqbG+vLHmVf2/GOozHGDyR5LMkDSZ7aPvzjSb4z5/zU9u8fyQu7jt670+sBAAAAvJzVk6eueeXmLGLH0QeTfGzO+cWrjr0527uPkmTO+XySlTHGDy/gegAAAAAv6ejxEzn20MNuU9uhHe04GmP8uSQ/keTvLWaca62u3rYbp4WFWFu7fdkjwIFkbcHiWVewO6wtWDzrau/Z6a1q9yb5kSRfGGMkybEkv5Pkw0necuVDY4w7k2zNOb/+Sk6+uXk+W1uXdzgiLN7a2u05d+5byx4DDhxrCxbPuoLdYW3B4llXu29l5dAr3qSzo1vV5pwfmnO+Yc751jnnW5M8l+RnkvzzJEfHGD+1/dH3JfntnVwLAAAAgFtrIX9V7cXmnFtJ3p3kX40xnskLO5N25XY2AAAAAHbHjv+q2tW2dx1d+fnTSe5e5PkBAAAAuHV2ZccRAAAAAPufcAQAAABAJRwBAAAAUAlHAAAAAFTCEQAAAACVcAQAAADsWxfPnslzjz6Si2fPLHuUA0k4AgAAAPatzY31XHj6dDY31pc9yoF0ZNkDAAAAANys1ZOnrnllsYQjAAAAYN86evxEjj308LLHOLDcqgYAAABAJRwBAAAA8P/au//gOO/6TuBvSbZl2U5JojguYCBEah4yCeWICQEKF8PRo5O7agSXS0OOo51e50oH2sN3vpa2A70rQ+E43ZihpQPTDjNcuYS2KV00N2mY6YChFBJaX1sqNzywSgIIEscRCYmjtexIuj8kByt+Ao7149ldvV4znsd61t59W87DLm9/v5+nkuIIAAAAgEqKIwAAAAAqKY4AAAAAqKQ4AgAAADpGa7KZqQNjaU02646yISiOAAAAgI4xPd7IzOGJTI836o6yIWyqOwAAAADA2RocGV12ZG0pjgAAAICOMTA0nN379tcdY8OwVQ0AAACASoojAAAAACopjgAAAACopDgCAAAAoJLiCAAAAIBKiiMAAAAAKimOAAAAAKikOAIAAACgkuIIAAAAgEqKIwAAAAAqKY4AAAAoUhT4AAAe50lEQVSAttKabGbqwFhak826o2x4iiMAAACgrUyPNzJzeCLT4426o2x4m+oOAAAAAHC6wZHRZUfqozgCAAAA2srA0HB279tfdwxiqxoAAAAAT0FxBAAAAEAlxREAAAAAlRRHAAAAAFRSHAEAAABQSXEEAAAAQCXFEQAAAACVFEcAAAAAVFIcAQAAAFBJcQQAAABAJcURAAAA0NZak81MHRhLa7JZd5QNR3EEAAAAtLXp8UZmDk9kerxRd5QNZ1PdAQAAAAB+kMGR0WVH1o/iCAAAAGhrA0PD2b1vf90xNiRb1QAAAACopDgCAAAAoJLiCAAAAIBKiiMAAAAAKimOAAAAAKikOAIAAACgkuIIAAAAgEqKIwAAAAAqKY4AAACAttOabGbqwFhak826o2xoiiMAAACg7UyPNzJzeCLT4426o2xom+oOAAAAAPBkgyOjy47UQ3EEAAAAtJ2BoeHs3re/7hgbnq1qAAAAAFRSHAEAAABQSXEEAAAAtA13U2sviiMAAACgbbibWnsxHBsAAACo3SNfLTP1v2/OjqteksTd1NqF4ggAAACo3bc+8SeZOTyRJO6m1kYURwAAAEDtnnPjDTlx4nErjdqM4ggAAACo3Y+8oLDSqA0Zjg0AAABAJcURAAAAAJUURwAAAABUUhwBAAAAUElxBAAAAEAlxREAAAAAlRRHAAAAAFRSHAEAAADrqjXZzNSBsbQmm3VH4YdQHAEAAADranq8kZnDE5keb9QdhR9iU90BAAAAgI1lcGR02ZH2pTgCAAAA1tXA0HB279tfdwzOgq1qAAAAAFRSHAEAAABQSXEEAAAAQCXFEQAAAACVFEcAAAAAVFIcAQAAAFBJcQQAAACsqdZkM1MHxtKabNYdhadJcQQAAACsqenxRmYOT2R6vFF3FJ6mTXUHAAAAALrb4MjosiOdQ3EEAAAArKmBoeHs3re/7hicA1vVAAAAAKikOAIAAACgkuIIAAAAgEqKIwAAAGDVPfy5g2n+p7fl4c8drDsKK6A4AgAAAFbdg5+8NfOPHcuDn7y17iisgOIIAAAAWHUXveH69G7fkYvecH3dUViBTXUHAAAAALrP+dfuzfnX7q07BitkxREAAAAAlRRHAAAAwKpoTTYzdWAsrclm3VFYJYojAAAAYFVMjzcyc3gi0+ONuqOwSsw4AgAAAFbF4MjosiOdT3EEAAAArIqBoeHs3re/7hisIlvVAAAAAKikOAIAAACgkuIIAAAAgEqKIwAAAAAqKY4AAAAAqKQ4AgAAAKCS4ggAAACASoojAAAA4GlpTTYzdWAsrclm3VFYY4ojAAAA4GmZHm9k5vBEpscbdUdhjW2qOwAAAADQWQZHRpcd6V6KIwAAAOBpGRgazu59++uOwTqwVQ0AAAA4K2YbbTyKIwAAAOCsPPCJmzNzeCIPfOLmuqOwThRHAAAAAFRSHAEAAABn5eIbb8q2K67MxTfeVHcU1onh2AAAAMBZMRR747HiCAAAAIBKiiMAAADgKbmT2samOAIAAACe0vR4IzOHJzI93qg7CjUw4wgAAAB4SoMjo8uObCxWHAEAAABnOLVFLUl279ufgaHhmhNRB8URAAAAcAZb1EhsVQMAAAAq2KJGojgCAAAAKgwMDWf3vv11x6BmtqoBAAAAUElxBAAAAEAlxREAAAAAlRRHAAAAAFRSHAEAAABQSXEEAAAAQCXFEQAAAGxgrclmpg6MpTXZrDsKbUhxBAAAABvY9HgjM4cnMj3eqDsKbWhT3QEAAACA+gyOjC47wukURwAAALCBDQwNZ/e+/XXHoE3ZqgYAAABAJcURAAAAAJUURwAAAABUUhwBAADABtGabGbqwFhak826o9AhFEcAAACwQUyPNzJzeCLT4426o9Ah3FUNAAAANojBkdFlR/hhFEcAAACwQQwMDWf3vv11x6CD2KoGAAAAXc5sI86V4ggAAAC6nNlGnCtb1QAAAKDLmW3EuVIcAQAAQJcz24hzZasaAAAAdCFzjVgNiiMAAADoQuYasRpsVQMAAIAuZK4Rq0FxBAAAAF3k4c8dzIOfvDUXveF6c41YMVvVAAAAoIs8+MlbM//YsTz4yVvrjkIXUBwBAABAF7noDdend/uOXPSG6+uOQhewVQ0AAAC6yPnX7s351+6tOwZdwoojAAAAACopjgAAAACotKKtakVRDCb5oyRDSU4k+XqSXyzL8mhRFC9L8pEkA0nuTfKmsiwfWFlcAAAAANbLSlccLSR5f1mWRVmWL0wymeR9RVH0Jvl4kreWZXlZks8ned8KXwsAAAA4TWuymakDY2lNNuuOQpdaUXFUluV3y7I8eNqpO5I8L8meJMfLsvzC0vkPJ7lhJa8FAAAALDc93sjM4YlMjzfqjkKXWrUZR0urjH4pyXiS5yb5xqnHyrJ8MElvURQXrtbrAQAAwEY3ODKabVdcmcGR0bqj0KVWNOPoSX43ybEkv5fk9avxhIODO1bjaWBN7Nx5Xt0RoCu5tmD1ua5gbbi2aAs7X5znvuzFdadYNa6r9rMqxVFRFGNJfizJT5dlOV8UxTezuGXt1OMXJZkvy/K7T+d5p6ePZX5+YTUiwqraufO8HD36aN0xoOu4tmD1ua5gbbi2YPW5rtZeb2/P016ks+KtakVR/E4WZxqNlmU5u3T6UJKBoiheufT1W5L86UpfCwAAAID1s6IVR0VRXJHk15N8LckXi6JIknvKsnx9URT/PslHiqLYmuTeJG9aYVYAAAAA1tGKiqOyLA8n6XmKx76Y5IUreX4AAAAA6rNqd1UDAAAAoLsojgAAAACopDgCAAAAoJLiCAAAANpUa7KZqQNjaU02647CBqU4AgAAgDY1Pd7IzOGJTI836o7CBrWiu6oBAAAAa2dwZHTZEdab4ggAAADa1MDQcHbv2193DDYwW9UAAAAAqKQ4AgAAAKCS4ggAAACASoojAAAAACopjgAAAACopDgCAAAAoJLiCAAAAIBKiiMAAAAAKimOAAAAAKikOAIAAACgkuIIAAAAgEqKIwAAAAAqKY4AAAAAqKQ4AgAAAKCS4ggAAADWQWuymakDY2lNNuuOAmdtU90BAAAAnuz4nX+Sk1+5Pdl+Ybb9i7ekb9dw3ZFgxabHG5k5PJEk2b1vf81p4OwojgAAgLZz8iufThbmk2MPpvX5j2bh2ENJ//b0DvxI+p71gpz86ufT/9Lrs+XyvXVHhbM2ODK67AidQHEEAAC0nc0//ronVhwtHHsoOdlKTrYyf+zBzD/4jWRhLrNfvjV9F+7O7KFG+veMWpVE2xsYGrbSiI6jOAIAANrO1mtuyNZrbkiSnLjrYGbv+OPKFUezhxqZm5rIbJJt1+3P3JFmjn/x5iycPJ6ezVuz9RU3KZQAVkBxBAAAtLUtl+89Y0vaqVKp78LdmU3Sv2dx68/soUbmj96dJFlIMnP7B7L5Bf/c1jaAc6Q4AgAAOlbfruFsu+77W3/694zm+OxMFk4ez8JjDyWzx5bmJX1/a9vxL96cJFYjAZwFxREAANA1+nYNZ/vr35UkmTvSzOyhRnoHn7tsa9upFUkzn3pP0rc5/a+4yUokgKegOAIAALrS6auRTt/adnx2JvNH700yn8ydyOyXbnlihlLPpi1JYj4SwBLFEQAAsGGcWpF04q6Dmf3SLcnCwuKPxxfv2raw9OtOzUfKiVY2//jrniieADYaxREAALDhnD5w+/S7tvVs2pKFh+9LspDMHkuSnPyHv8jJf/pserZfkIFrf94qJGBDURwBAAAb2pPv2nbiroOZ/fKt6b3oksx/566kp2dxNdLDrcweaiwbxg3Q7RRHAAAAp6ksku744/RsvyD9e0brCwZQA8URAADAD/DkIunJTt29rX/PqG1sQNfprTsAAABAJ5s91Mjc1ERmDzXqjgKw6hRHAAAAK9C/ZzR9u6+0jW0Dak02M3VgLK3JZt1RYM0ojgAAAFagb9dwtl233za1DWh6vJGZwxOZHrfajO6lOAIAAFhDJ+46mEc/9racuOtg3VFYRa3JZuZmZtL//EszOGK1Gd1LcQQAALCGZr98azJ7bPFI15geb2T2nrvTt21bBoasNqN7KY4AAADWUP9Lr0/6dywe6RqDI6PZdsWVVhvR9TbVHQAAAKCbbbl8b7ZcvrfuGKyygaHh7N63v+4YsOasOAIAAFhnc0eambltLHNH3I0LaG+KIwAAgHU2e6iRuamJzNz+AeUR0NYURwAAAOusf89o0r9jcWj2IbdyB9qX4ggAAGCd9e0azrafenv6dl+5WCIBtCnDsQEAAGrQt2s4264zXBlob1YcAQAAAFBJcQQAAABAJcURAAAAAJUURwAAAABUUhwBAAAAUElxBAAAAEAlxREAAAAAlRRHAAAAbWLuSDMzt41l7kiz7igbWmuymakDY2lN+nsAxREAAECbmD3UyNzURGYPNeqOsqFNjzcyc3gi0+P+HmBT3QEAAABY1L9nNLNLR9Zfa7KZ6fFGdlz1kiTJ4Ii/B1AcAQAAtIm+XcPZdt3+umNsWKdWGiXJ7n3+HiBRHAEAAECS768wstIIvk9xBAAAAEkGhoatNIInMRwbAAAAgEqKIwAAAAAqKY4AAAAAqKQ4AgAAYMNoTTYzdWAsrclm3VGgIyiOAAAA2DCmxxuZOTyR6fFG3VGgI7irGgAAABvG4MjosiPwgymOAAAA2DAGhoaze9/+umNAx7BVDQAAAIBKiiMAAAAAKimOAAAAAKikOAIAAACgkuIIAACgQ5y462Ae/djbcuKug3VHATYIxREAAECHmP3yrcnsscUjwDpQHAEAAHSI/pden/TvWDwCrINNdQcAAADg7Gy5fG+2XL637hjABmLFEQAAAACVFEcAAAAdYu5IMzO3jWXuSLPuKG2pNdnM1IGxtCZ9f2C1KI4AAAA6xOyhRuamJjJ7qFF3lLY0Pd7IzOGJTI/7/sBqMeMIAACgQ/TvGc3s0pHva002Mz3eyI6rXpIkGRzx/YHVojgCAADoEH27hrPtuv11x2grrclmvv3BD2T+sWNJkt37fH9gNdmqBgAAQEc6vTTq3b7DSiNYA4ojAAAAOtL0eOOJ0ujZv/L2DAwN1x0Juo6tagAAAHSkUyuMBkdGlUawRhRHAAAAdKSBoWEzjWCN2aoGAADQoeaONDNz21jmjjTrjgJ0KcURAABAh5o91Mjc1ERmDzXqjgJ0KVvVAAAAOlT/ntHMLh0B1oIVRwAAAB2qb9dwtl23OOPHljVgLSiOAAAAOpwta8BaURwBAAB0uP49o+ndeWkWZmc6etVRa7KZqQNjaU127p8Buo3iCAAAoMP17RpOT/+2zB+9u6NXHU2PNzJzeCLT4537Z4BuYzg2AABAF+iGQdmDI6PLjkD9FEcAAABd4PRB2Z1qYGg4u/d19p8Buo2tagAAAABUUhwBAAB0kbkjzczcNtb2Q7INwobOoDgCAADoIrOHGpmbmmj7IdkGYUNnMOMIAACgi3TKkGyDsKEzKI4AAAC6SKcMyTYIGzqDrWoAAABdpFNmHAGdQXEEAADQRTplxhHQGWxVAwAA6CKdMuMI6AyKIwAAgC7SKTOOgM5gqxoAAEAXaacZR63JZqYOjKU1WX8W4NxYcQQAANBFnphxlNS28qg12cz0eCNzMzOZvefuJHEHNehQVhwBAAB0kU3Pf0nSv2PxWJPp8UZmDk8kSbZdcWUGR8xbgk5lxREAAEAXefyev01mj+Xxe/42Wy7fW0uGU0XR4MhoBoaGa8kArA7FEQAAQBdph7uqDQwN25oGXUJxBAAA0EXcVQ1YTWYcAQAAAFBJcQQAANBl5o40M3PbWOaONOuOAnQ4W9UAAAC6zPEv3pz5o3fn+OxMtr/+Xav+/O++Yyz5xrdzzcSxLLz2VXndtW9e9dcA2oMVRwAAAJy1d/71e3P/zAO5ZuJYLrnvZHr/8gt1RwLWkOIIAACgy2x9xU3p3XlpkqzqdrW3f/Y3893Zh5Ikd165I/c+c3PmX/vKVXt+oP0ojgAAALpM367h9PRvy/zRuzN7qLEqz/nLn3lHTi6cfOLr+3duztfecI1tatDlzDgCAADoQv17RjO7dFypt37mV88495PP3ZvR4etW/NxAe1McAQAAdKG+XcPZdt3+FT3H3d/7Rv7XoQ+dcf555z1HaQQbhOIIAACAM/ze3/1h7nroa2ecv/yCy/K2F/9CDYmAOiiOAAAAWOY/H3xnZudnzzj/X/a8NZc+43k1JALqojgCAADgCb/8mXdkPvNnnP/Qa95fQxqgboojAAAAklQPwU6URrCR9dYdAAAAgPopjYAqVhwBAABsYF/49p25pfyzM873pS8ffM17a0gEtBPFEQAAwAb1jr96dx49+egZ5y/svyDv/olfryER0G4URwAAABvQWz/zq/nRoyfzmoljufPKHbl/5+YkydW7Xpyfu+KNNacD2oXiCAAAYIM5Nc/omoljueS+k0mO5VOvvsA8I+AMiiMAAIAN5PQh2HdeuSPJ4oojpRFQRXEEAACwAVQNwb5/52YrjYAfSHEEAADQ5d59x1jun3ngjPObezbnA69+Tw2JgE7RW3cAAAAA1k5rsplr/m+ZHz16ctn55533HKUR8ENZcQQAANDFpscbueT+k0nPsXxq7wVJT2xNA86aFUcAAABdbHBkNPfu2pw7r9yezCmNgKdHcQQAANBlWpPNTB0YS2uymYGh4dxxwWvzuqPbsusre/Lz7/tM3fGADmKrGgAAQBdpTTbz7Q9+IPOPHUuS7N63P/c+vjMfPvbampMBnciKIwAAgC4yPd7I/GPH0rt9RwZHRpMkz//R82pOBXQqxREAAEAXGRwZzbYrrsyzf+XtGRgaTpK88+eurjkV0KkURwAAAF2iNdnM9HgjgyOjT5RGACuhOAIAAOgCp2YbzRyeyPR4Y9ljc0eaecuOv8wlm44mSd7+wb+qIyLQgRRHAAAAXeCBT9yc+ceOpWfrwBOzjU5pff6juXzLd3Ljti8mSR6ZOVlHRKADKY4AAAC6yJZnPvOMbWoLjzyYJLmg91gdkYAOpjgCAADoAtuKFyS9fYvHJxv4kSTJo/Nb1zkV0OkURwAAAF3g4YOfTebnFo9P0rtUHD22MLDesYAOpzgCAADoAr3bty87nm7rK25KzwXPysV938vL+7+23tGADrap7gAAAACsrb5dw1mYeSTbek/m+m135r65C+qOBHQIK44AAAC6wPzMY8uOT/aXDz8v8wvJpp6F/NTWf1jPaEAHUxwBAAB0uKO3/kkWjh9PNm3Kzut/pvLXDG06kt6eZGZ+c24//qJ1Tgh0KlvVAAAAOtxDt/9FkoXk8bmcf+3eyl/Ts3R8YO4Z6bno0vWKBnQ4K44AAAA6XV/v8uOT/PbYHydJ7jl5Uf68dXXe+XNXr1cyoMMpjgAAADpcT//WZccnGx34m1yy+cEkyb2P71y3XEDnUxwBAAB0uIWlgdgLFYOx/+uH/vqJbWo9ST76jtesXzCg4ymOAAAAOth9f/CR73+xefMZj1924h9zcd/3ct/jz8ift2xRA54ew7EBAAA62KN3fumJn19847874/GRgUPZ1nsyyUwu37NnHZMB3cCKIwAAgC7x5DuqzR1ppjfzSZLvzW/Lv331cA2pgE6mOAIAAOhkvb3Lj6dpff6j2do7l+PzffnHi//VOgcDuoGtagAAAJ2sty+Zn188Lpk70szsoUYWHlm8k9rW/i35N9f/y7oSAh1sTYujoiguS/KxJINJppO8uSzLr6/lawIAAGwUrclmenp7s5Bk886dT5yfPdTI3NREes5/VhZaj6T/pdfXFxLoaGu94ujDST5UluXHi6J4U5KPJHHvRwAAgFXwwCduzsKJ2fRsHciFVz8vj/7Bf8jmH39d+veMZjZJ/57R9O0y1wg4d2s246goiouTXJXklqVTtyS5qiiKnU/9uwAAADgbrclmTtx/X5JkyzOfmd4jdyYLczn5ldvTt2s4267brzQCVmwth2M/J8m3y7KcS5Kl43eWzgMAAHCOHv7cwXzrf7w3C61WerfvyMU33pRsPW/xwVNHgFXQ1sOxBwd31B0BntLOnd6QYS24tmD1ua5gbdR1bT3y1TIPfPxjycJC0tOTK971G2l99fY83vpekmTLBRe77ulY/tttP2tZHH0rybOLougry3KuKIq+JM9aOn9WpqePZX5+Yc0CwrnaufO8HD36aN0xoOu4tmD1ua5gbdR5bX39v79nsTRK0rN5S757x82Z//bEE49vuvpnXPd0JO9Za6+3t+dpL9JZs61qZVk+kOTvk7xx6dQbk/xdWZZH1+o1AQAAut3CzGNP/Pz8l/7YstKob/jl5hoBq2qtt6q9JcnHiqJ4V5KHkrx5jV8PAACgq/X0JQtzi8etJyZOe6Q3217zi7XlArrTmhZHZVl+Nck1a/kaAAAAG8mFlyWPfic571nLz/e/yr/TA6uvrYdjAwAAsNyW85LB4rQTm/rT//I3Zsvle+uKBHQxxREAAEAH2fyi63LyH25LsjjTyPY0YC0pjgAAADrI1mtuyNZrbqg7BrBBrNld1QAAAADobIojAAAAACopjgAAAACopDgCAAAAoJLiCAAAAIBKiiMAAAAAKimOAAAAAKikOAIAAACgkuIIAAAAgEqKIwAAAAAqKY4AAAAAqKQ4AgAAAKCS4ggAAACASoojAAAAACopjgAAAACopDgCAAAAoJLiCAAAAIBKiiMAAAAAKimOAAAAAKikOAIAAACgkuIIAAAAgEqKIwAAAAAqKY4AAAAAqKQ4AgAAAKCS4ggAAACASoojAAAAACopjgAAAACopDgCAAAAoJLiCAAAAIBKiiMAAAAAKimOAAAAAKikOAIAAACgkuIIAAAAgEqKIwAAAAAqKY4AAAAAqKQ4AgAAAKCS4ggAAACASoojAAAAACopjgAAAACopDgCAAAAoJLiCAAAAIBKiiMAAAAAKimOAAAAAKikOAIAAACgkuIIAAAAgEqb6g7wFPqSpLe3p+4c8JT89wlrw7UFq891BWvDtQWrz3W1tk77/vad7e/pWVhYWJs0K/PKJH9VdwgAAACALvSqJF84m1/YrsVRf5Krk9yXZK7mLAAAAADdoC/JM5P8TZLZs/kN7VocAQAAAFAzw7EBAAAAqKQ4AgAAAKCS4ggAAACASoojAAAAACopjgAAAACopDgCAAAAoJLiCAAAAIBKm+oOAO2sKIrBJH+UZCjJiSRfT/KLZVkeLYriZUk+kmQgyb1J3lSW5QN1ZYVOUxRFI8nzk8wnOZbkl8uy/PuiKC5L8rEkg0mmk7y5LMuv15cUOk9RFL+V5L8leWFZlhPes2BliqK4N8nxpR9J8mtlWX7atQXnriiKrUkOJHltFq+tL5Vl+R99Fmw/VhzBD7aQ5P1lWRZlWb4wyWSS9xVF0Zvk40neWpblZUk+n+R9NeaETvSzZVm+qCzLFycZS/LRpfMfTvKhpWvrQ1n8QA6cpaIorkrysiTfWPraexasjuvLsvxnSz8+7dqCFXt/Fgujy5b+v9Y7l877LNhmFEfwA5Rl+d2yLA+eduqOJM9LsifJ8bIsv7B0/sNJbljneNDRyrL83mlfPiPJfFEUFye5KsktS+dvSXJVURQ71zsfdKKiKPqz+CH7l0477T0L1oZrC85RURQ7krw5yTvLslxIkrIsj/gs2J4UR3CWlv5V6ZeSjCd5bpb+JTdJyrJ8MElvURQX1hQPOlJRFH9YFMU3k7wnyc8meU6Sb5dlOZckS8fvLJ0HfrjfTvLxsizvPe2c9yxYHf+nKIqvFEXx+0VRnB/XFqzEUBa3of1WURR/WxTFwaIoXhmfBduS4gjO3u9mcQ7L79UdBLpFWZa/UJblc5P8RpL/WXce6GRFUbw8yUuS/H7dWaALvaosyxcluTpJT3wehJXqS3Jpkr8ry/IlSX4tySeT7Kg1FZUUR3AWiqIYS/JjSX6mLMv5JN/M4pa1U49flGS+LMvv1hQROlpZln+U5NVJppI8uyiKviRZOj4rybdqjAed4toklye5Z2mQ7+4kn04yHO9ZsCJlWX5r6TibxXL2J+LzIKzEN5M8nqUtaWVZ3pnkwSSt+CzYdhRH8EMURfE7WdzDPrr0YSFJDiUZWFpOmSRvSfKndeSDTlQUxY6iKJ5z2tc/neS7SR5I8vdJ3rj00Buz+C9RR9c/JXSWsizfV5bls8qyvKQsy0uyWMS+Lour+bxnwTkqimJ7URTPWPp5T5Ibs/he5fMgnKOlrZ2fTfKTSbJ0J7WLk3wtPgu2nZ6FhYW6M0DbKoriiiQTWfwfsNbS6XvKsnx9URSvyOKE/635/u1Xj9QSFDpMURS7knwqyfYkc1ksjfaXZfn/iqJ4QRZvwXpBkoeyeAvWsraw0KGWVh3967IsJ7xnwbkriuLSJH+Wxa01fUn+KcmvlGV5n2sLzt3StfXRJINJTib5zbIs/8JnwfajOAIAAACgkq1qAAAAAFRSHAEAAABQSXEEAAAAQCXFEQAAAACVFEcAAAAAVFIcAQAAAFBJcQQAAABAJcURAAAAAJX+Pz0j0SUyn6hPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "for b in batch[:10]:\n",
    "    plt.figure(figsize=(20,20))\n",
    "    plt.scatter(b['lat_1'],b['lon_1'], s=2)\n",
    "    plt.scatter(b['lat_seg_b_1'],b['lon_seg_b_1'], s=2)\n",
    "    plt.scatter(b['lat_2'],b['lon_2'], s=2)\n",
    "    plt.scatter(b['lat_seg_b_2'],b['lon_seg_b_2'], s=2)\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'SAA234'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b['callsign']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.array([int(t) for t in np.diff(b['ts'])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "split_locs = list(np.where(x > 600)[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[204]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "split_locs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
